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Rule 1: in Russian each rule has a great number of exceptions. :D

"пирожное" is an adjectival noun, that is an adjective interpreted as noun. Such nouns are declined according to rules for...

genitive singular is пирожного

Here is a site to check all cases of any word. Normally it works OK but looks like it failed to give singular cases for "пирожное".